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Transmission Trees on a Known Pathogen Phylogeny: Enumeration and Sampling.

Matthew D Hall1, Caroline Colijn2

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Researchers developed a method to count and sample possible infectious disease transmission trees from pathogen genetic data. This computational approach aids in understanding disease spread dynamics using phylogenetic analysis.

Keywords:
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Area of Science:

  • Computational Biology
  • Epidemiology
  • Phylogenetics

Background:

  • Reconstructing infectious disease transmission requires inferring host-to-host spread from pathogen genetic data.
  • Phylogenetic trees are commonly used, with internal nodes annotated to represent host-pathogen evolution over time.
  • The mathematical framework for transmission trees derived from phylogenies is not well-established.

Purpose of the Study:

  • To develop a computational procedure for calculating the number of possible transmission trees consistent with a given phylogenetic tree.
  • To enable uniform sampling from the space of possible transmission trees.
  • To extend these methods for various sampling scenarios and time-resolved phylogenies.

Main Methods:

  • Developed a novel procedure to enumerate all valid transmission trees for a given phylogenetic tree under a complete transmission bottleneck.
  • Designed an algorithm for uniformly sampling from these possible transmission trees.
  • Extended the methodology to handle incomplete and multiple sampling per host, and applied it to time-calibrated phylogenies with known infection periods.

Main Results:

  • Established a method to quantify the number of potential transmission trees derivable from pathogen phylogenies.
  • Created a uniform sampling strategy for these transmission trees, providing a probabilistic framework for reconstruction.
  • The STraTUS R package implements the described sampling algorithm for practical application.

Conclusions:

  • The study provides a foundational mathematical and computational framework for analyzing transmission trees derived from phylogenetic data.
  • The developed methods and software (STraTUS) facilitate more robust reconstructions of infectious disease transmission pathways.
  • This work opens avenues for further exploration into the mathematical properties and applications of transmission tree inference.